Embedding similarity evaluation : English-French

		Level 0 : Basic Overview			Level 1 : Retrieval		Level 2 : Topic‑Level				Level 3 : Error‑Type
Model	Model Info	Dist Chart	Rand Chart	Basic Stats	CMC Curve	Retrieval Stats	UMAP (Topics & Lang1)	UMAP (Topics & Lang2)	UMAP (Sent‑Len)	Topic Avg Cosine	Error % Bar Chart
all_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.562376 std_true 0.230922 mean_random 0.149132 std_random 0.106725 snr 3.872047 ks_p_value 0.000000		Statistic Value recall@k 0.547000 precision@k 0.109400 mean reciprocal rank 0.540176
all_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.510811 std_true 0.247928 mean_random 0.111792 std_random 0.098802 snr 4.038573 ks_p_value 0.000000		Statistic Value recall@k 0.51120 precision@k 0.10224 mean reciprocal rank 0.50709
all_roberta_large_v1	Statistic Value arch roberta hidden_size 1024 layers 24 vocab_size 50265			Statistic Value mean_true 0.590186 std_true 0.213847 mean_random 0.131289 std_random 0.106083 snr 4.325826 ks_p_value 0.000000		Statistic Value recall@k 0.675850 precision@k 0.135170 mean reciprocal rank 0.645148
paraphrase_mpnet_base_v2	Statistic Value arch mpnet hidden_size 768 layers 12 vocab_size 30527			Statistic Value mean_true 0.513843 std_true 0.242570 mean_random 0.158809 std_random 0.097676 snr 3.634797 ks_p_value 0.000000		Statistic Value recall@k 0.423650 precision@k 0.084730 mean reciprocal rank 0.445514
paraphrase_MiniLM_L6_v2	Statistic Value arch bert hidden_size 384 layers 6 vocab_size 30522			Statistic Value mean_true 0.486098 std_true 0.249639 mean_random 0.143441 std_random 0.109846 snr 3.119418 ks_p_value 0.000000		Statistic Value recall@k 0.375400 precision@k 0.075080 mean reciprocal rank 0.409981
bert_base_nli_mean_tokens	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 30522			Statistic Value mean_true 0.658200 std_true 0.197101 mean_random 0.369052 std_random 0.134123 snr 2.155836 ks_p_value 0.000000		Statistic Value recall@k 0.373550 precision@k 0.074710 mean reciprocal rank 0.418525
LaBSE	Statistic Value arch bert hidden_size 768 layers 12 vocab_size 501153			Statistic Value mean_true 0.880885 std_true 0.097555 mean_random 0.182254 std_random 0.096057 snr 7.273065 ks_p_value 0.000000		Statistic Value recall@k 0.977600 precision@k 0.195520 mean reciprocal rank 0.969223
distiluse_base_multilingual_cased_v2	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.870821 std_true 0.117403 mean_random 0.024481 std_random 0.083102 snr 10.184350 ks_p_value 0.000000		Statistic Value recall@k 0.96985 precision@k 0.19397 mean reciprocal rank 0.95929
paraphrase_multilingual_MiniLM_L12_v2	Statistic Value arch bert hidden_size 384 layers 12 vocab_size 250037			Statistic Value mean_true 0.868893 std_true 0.125884 mean_random 0.177900 std_random 0.133930 snr 5.159371 ks_p_value 0.000000		Statistic Value recall@k 0.935650 precision@k 0.187130 mean reciprocal rank 0.920887
paraphrase_multilingual_mpnet_base_v2	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.902621 std_true 0.106138 mean_random 0.225598 std_random 0.126597 snr 5.347846 ks_p_value 0.000000		Statistic Value recall@k 0.95175 precision@k 0.19035 mean reciprocal rank 0.93809
paraphrase_xlm_r_multilingual_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.871210 std_true 0.112547 mean_random 0.188367 std_random 0.106660 snr 6.402067 ks_p_value 0.000000		Statistic Value recall@k 0.961500 precision@k 0.192300 mean reciprocal rank 0.949177
xlm_r_distilroberta_base_paraphrase_v1	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.871210 std_true 0.112547 mean_random 0.188367 std_random 0.106660 snr 6.402067 ks_p_value 0.000000		Statistic Value recall@k 0.961500 precision@k 0.192300 mean reciprocal rank 0.949177
stsb_xlm_r_multilingual	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.904620 std_true 0.103386 mean_random 0.183683 std_random 0.148406 snr 4.857887 ks_p_value 0.000000		Statistic Value recall@k 0.949950 precision@k 0.189990 mean reciprocal rank 0.936294
xlm_r_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.904620 std_true 0.103386 mean_random 0.183683 std_random 0.148406 snr 4.857887 ks_p_value 0.000000		Statistic Value recall@k 0.949950 precision@k 0.189990 mean reciprocal rank 0.936294
xlm_r_100langs_bert_base_nli_stsb_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.904620 std_true 0.103386 mean_random 0.183683 std_random 0.148406 snr 4.857887 ks_p_value 0.000000		Statistic Value recall@k 0.949950 precision@k 0.189990 mean reciprocal rank 0.936294
xlm_r_100langs_bert_base_nli_mean_tokens	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.941180 std_true 0.069567 mean_random 0.361084 std_random 0.159629 snr 3.634023 ks_p_value 0.000000		Statistic Value recall@k 0.939800 precision@k 0.187960 mean reciprocal rank 0.924258
distilbert_multilingual_nli_stsb_quora_ranking	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.963661 std_true 0.040054 mean_random 0.766971 std_random 0.071925 snr 2.734651 ks_p_value 0.000000		Statistic Value recall@k 0.901200 precision@k 0.180240 mean reciprocal rank 0.877196
quora_distilbert_multilingual	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.963661 std_true 0.040054 mean_random 0.766971 std_random 0.071925 snr 2.734651 ks_p_value 0.000000		Statistic Value recall@k 0.901200 precision@k 0.180240 mean reciprocal rank 0.877196
xlm_r_large_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 1024 layers 24 vocab_size 250002			Statistic Value mean_true 0.872944 std_true 0.125564 mean_random 0.191898 std_random 0.145794 snr 4.671275 ks_p_value 0.000000		Statistic Value recall@k 0.916650 precision@k 0.183330 mean reciprocal rank 0.898344
xlm_r_base_en_ko_nli_ststb	Statistic Value arch xlm-roberta hidden_size 768 layers 12 vocab_size 250002			Statistic Value mean_true 0.858422 std_true 0.124144 mean_random 0.226259 std_random 0.162901 snr 3.880651 ks_p_value 0.000000		Statistic Value recall@k 0.886750 precision@k 0.177350 mean reciprocal rank 0.864433
clip_ViT_B_32_multilingual_v1	Statistic Value arch distilbert hidden_size 768 layers 6 vocab_size 119547			Statistic Value mean_true 0.965292 std_true 0.029735 mean_random 0.838471 std_random 0.064127 snr 1.977647 ks_p_value 0.000000		Statistic Value recall@k 0.735700 precision@k 0.147140 mean reciprocal rank 0.734473